{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.imread(\"/home/jachinshen/Downloads/fireNumber/1.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.GaussianBlur(img, (61, 61), 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e7c19a278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
